Monocular 3D Face Reconstruction on NoW (val)
0.903Full Median ErrorAlbedoGAN
Evaluation results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AlbedoGAN2023.04 | 0.903 | 1.122 | 0.957 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MICA2023.04 | 0.913 | 1.13 | 0.948 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LfullProtocol=Optimization-based2023.10 | 1.0694 | 1.3432 | 1.1665 | 1.1067 | 1.3778 | 1.1747 | 1.1226 | 1.3983 | 1.1932 | 1.1831 | 1.465 | 1.2327 | 1.1907 | 1.4637 | 1.2209 | — | — | — | — | — | — | |
| LcompactProtocol=Optimization-based2023.10 | 1.0699 | 1.3441 | 1.1678 | 1.1046 | 1.376 | 1.1741 | 1.1228 | 1.3987 | 1.1936 | 1.187 | 1.4673 | 1.2318 | 1.1901 | 1.4649 | 1.2235 | — | — | — | — | — | — | |
| LbaseProtocol=Optimization-based2023.10 | 1.07 | 1.3456 | 1.1788 | 1.1029 | 1.3749 | 1.1843 | 1.1241 | 1.4033 | 1.2062 | 1.1634 | 1.4403 | 1.2125 | 1.2566 | 1.5505 | 1.299 | — | — | — | — | — | — | |
| PSL - LcompactProtocol=Inference-based2023.10 | 1.078 | 1.3538 | 1.1588 | 1.0454 | 1.3234 | 1.1418 | 1.0455 | 1.3289 | 1.1558 | 1.1717 | 1.4266 | 1.1782 | 1.0707 | 1.3546 | 1.1645 | — | — | — | — | — | — | |
| LbaseProtocol=Inference-based2023.10 | 1.0805 | 1.3489 | 1.1616 | 1.0544 | 1.3226 | 1.1463 | 1.0442 | 1.3162 | 1.1553 | 1.13 | 1.3861 | 1.1647 | 1.1497 | 1.4267 | 1.2027 | — | — | — | — | — | — | |
| PSL - LfullProtocol=Inference-based2023.10 | 1.0812 | 1.3573 | 1.1712 | 1.044 | 1.3204 | 1.1488 | 1.0335 | 1.3154 | 1.1601 | 1.185 | 1.4436 | 1.197 | 1.1119 | 1.392 | 1.1943 | — | — | — | — | — | — | |
| Initialization (DECA)Protocol=Optimization-based2023.10 | 1.1757 | 1.4611 | 1.2511 | 1.1546 | 1.4433 | 1.2408 | 1.1351 | 1.4251 | 1.2384 | 1.2181 | 1.489 | 1.2528 | 1.2562 | 1.5445 | 1.2996 | — | — | — | — | — | — | |
| EMOCAProtocol=Inference-based2023.10 | 1.1757 | 1.4611 | 1.2511 | 1.1546 | 1.4433 | 1.2408 | 1.1351 | 1.4251 | 1.2384 | 1.2181 | 1.489 | 1.2528 | 1.2562 | 1.5445 | 1.2996 | — | — | — | — | — | — | |
| SPECTREProtocol=Inference-based2023.10 | 1.1757 | 1.4611 | 1.2511 | 1.1546 | 1.4433 | 1.2408 | 1.1351 | 1.4251 | 1.2384 | 1.2181 | 1.489 | 1.2528 | 1.2562 | 1.5445 | 1.2996 | — | — | — | — | — | — | |
| DECAProtocol=Inference-based2023.10 | 1.1757 | 1.4611 | 1.2511 | 1.1546 | 1.4433 | 1.2408 | 1.1351 | 1.4251 | 1.2384 | 1.2181 | 1.489 | 1.2528 | 1.2562 | 1.5445 | 1.2996 | — | — | — | — | — | — | |
| DECA2023.04 | 1.178 | 1.464 | 1.253 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MICA2026.01 | 1.19 | 0.96 | — | 1.19 | 0.96 | — | 1.17 | 0.95 | — | 1.18 | 0.96 | — | 1.24 | 1 | — | — | — | — | — | — | — | |
| KaoLRM2026.01 | 1.23 | 0.99 | — | 1.22 | 0.98 | — | 1.2 | 0.98 | — | 1.26 | 1.03 | — | 1.24 | 1.01 | — | — | — | — | — | — | — | |
| SMIRK2026.01 | 1.25 | 1.02 | — | 1.24 | 1 | — | 1.25 | 1.02 | — | 1.24 | 1.03 | — | 1.27 | 1.04 | — | — | — | — | — | — | — | |
| Deep3D2023.04 | 1.286 | 1.864 | 2.361 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EMOCA2026.01 | 1.49 | 1.21 | — | 1.47 | 1.19 | — | 1.45 | 1.16 | — | 1.55 | 1.28 | — | 1.56 | 1.25 | — | — | — | — | — | — | — | |
| DECA2026.01 | 1.56 | 1.24 | — | 1.52 | 1.2 | — | 1.5 | 1.2 | — | 1.66 | 1.34 | — | 1.62 | 1.28 | — | — | — | — | — | — | — | |
| FLAME-neutral2026.01 | 1.73 | 1.37 | — | 1.7 | 1.36 | — | 1.73 | 1.38 | — | 1.77 | 1.39 | — | 1.72 | 1.35 | — | — | — | — | — | — | — | |
| FaRLPre-train=20M2025.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.88 | 1.19 | 1.11 | 0.95 | 1.28 | 1.18 | |
| MCFPre-train=20M2025.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.88 | 1.16 | 1.06 | 0.96 | 1.26 | 1.13 | |
| MICAPre-train=-2025.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.91 | 1.13 | 0.94 | 1.06 | 1.36 | 1.18 | |
| PaCo-FRPre-train=20M2025.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.83 | 1.12 | 1.06 | 0.88 | 1.18 | 1.11 |